Taylor Swift has won 4 Album of the Year Grammys previously and is predicted to receive her eighth nomination in that category for "The Life of a Showgirl," but nominations aren't announced until November 16, 2026—three days from now. Her track record and strong eligibility across multiple categories support the 24% win probability, though actual nomination status remains unconfirmed.